Models_tag
Merly Klaas
2023-06-08
Models
The plot details the top 10 absolute effects for each demographic variable listed above, as drawn from Gregor’s work.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 0.000293 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 2.93 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 5.1e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.51 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 4.8e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.48 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 5.1e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 5.4e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.54 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 4.9e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.49 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## Chain 3: Gradient evaluation took 4.8e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## Chain 4: Gradient evaluation took 5.2e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 5.5e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 5e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 5.2e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.52 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 4.7e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.47 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 5.2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.52 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 4.9e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.49 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## Chain 3: Gradient evaluation took 4.5e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 5.9e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.59 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 4.7e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 5.5e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.55 seconds.
## Chain 1: Adjust your expectations accordingly!
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
## Chain 1:
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 4.4e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 4.9e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 4.8e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 5.3e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.53 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 4.9e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 4.9e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 4.8e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 6.2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.62 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 5.4e-05 seconds
## Chain 2: 1000 transitions using 10 leapfrog steps per transition would take 0.54 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 5.1e-05 seconds
## Chain 3: 1000 transitions using 10 leapfrog steps per transition would take 0.51 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 4.7e-05 seconds
## Chain 4: 1000 transitions using 10 leapfrog steps per transition would take 0.47 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 5.2e-05 seconds
## Chain 1: 1000 transitions using 10 leapfrog steps per transition would take 0.52 seconds.
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
## Chain 2:
## Chain 2: Gradient evaluation took 4.9e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 5.2e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
## Chain 4:
## Chain 4: Gradient evaluation took 4.9e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
## Chain 1:
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
## Chain 1:
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
## Chain 3:
## Chain 3: Gradient evaluation took 5.9e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
## Chain 1:
## Chain 1: Gradient evaluation took 7.9e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## Chain 2: Gradient evaluation took 4.8e-05 seconds
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
## Chain 1:
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 4).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 2).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 3).
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## SAMPLING FOR MODEL 'bernoulli' NOW (CHAIN 1).
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## Chain 4:## # A tibble: 520 × 4
## # Groups: term [52]
## response term estimate std.error
## <chr> <chr> <dbl> <dbl>
## 1 practices_assessments_sel divisionEast South Centr… 2.27 2.11
## 2 practices_co_leaders divisionEast South Centr… -2.17 1.82
## 3 practices_teachers_leaders divisionEast South Centr… -1.94 1.74
## 4 practices_reallocation_resources divisionEast South Centr… 1.83 1.80
## 5 practices_assessments_agency divisionEast South Centr… -1.74 2.10
## 6 practices_accommodations divisionEast South Centr… -1.66 1.60
## 7 practices_tutoring divisionEast South Centr… 1.61 1.76
## 8 practices_multi_age divisionEast South Centr… -1.58 1.82
## 9 practices_anti_racist divisionEast South Centr… -1.50 1.67
## 10 practices_service_learning divisionEast South Centr… -1.44 1.65
## # ℹ 510 more rows## [1] "divisionEast South Central" "divisionMiddle Atlantic"
## [3] "divisionMountain" "divisionNew England"
## [5] "divisionPacific" "divisionSouth Atlantic"
## [7] "divisionWest North Central" "divisionWest South Central"
## [9] "regionNortheast" "regionSouth"
## [11] "regionWest" "school_stateArizona"
## [13] "school_stateArkansas" "school_stateCalifornia"
## [15] "school_stateColorado" "school_stateConnecticut"
## [17] "school_stateDelaware" "school_stateDistrict of Columbia"
## [19] "school_stateFlorida" "school_stateGeorgia"
## [21] "school_stateHawaii" "school_stateIdaho"
## [23] "school_stateIllinois" "school_stateIndiana"
## [25] "school_stateIowa" "school_stateKansas"
## [27] "school_stateKentucky" "school_stateLouisiana"
## [29] "school_stateMaine" "school_stateMaryland"
## [31] "school_stateMassachusetts" "school_stateMichigan"
## [33] "school_stateMinnesota" "school_stateMissouri"
## [35] "school_stateNew Hampshire" "school_stateNew Jersey"
## [37] "school_stateNew Mexico" "school_stateNew York"
## [39] "school_stateNorth Carolina" "school_stateNorth Dakota"
## [41] "school_stateOhio" "school_statePennsylvania"
## [43] "school_stateRhode Island" "school_stateSouth Carolina"
## [45] "school_stateSouth Dakota" "school_stateTennessee"
## [47] "school_stateTexas" "school_stateUtah"
## [49] "school_stateVermont" "school_stateVirginia"
## [51] "school_stateWashington" "school_stateWisconsin"Plot above is clunky, so I am separating into different plots:
Run code below only to resave files
## $`divisionEast South Central`
##
## $`divisionMiddle Atlantic`
##
## $divisionMountain
##
## $`divisionNew England`
##
## $divisionPacific
##
## $`divisionSouth Atlantic`
##
## $`divisionWest North Central`
##
## $`divisionWest South Central`
##
## $regionNortheast
##
## $regionSouth
##
## $regionWest
##
## $school_stateArizona
##
## $school_stateArkansas
##
## $school_stateCalifornia
##
## $school_stateColorado
##
## $school_stateConnecticut
##
## $school_stateDelaware
##
## $`school_stateDistrict of Columbia`
##
## $school_stateFlorida
##
## $school_stateGeorgia
##
## $school_stateHawaii
##
## $school_stateIdaho
##
## $school_stateIllinois
##
## $school_stateIndiana
##
## $school_stateIowa
##
## $school_stateKansas
##
## $school_stateKentucky
##
## $school_stateLouisiana
##
## $school_stateMaine
##
## $school_stateMaryland
##
## $school_stateMassachusetts
##
## $school_stateMichigan
##
## $school_stateMinnesota
##
## $school_stateMissouri
##
## $`school_stateNew Hampshire`
##
## $`school_stateNew Jersey`
##
## $`school_stateNew Mexico`
##
## $`school_stateNew York`
##
## $`school_stateNorth Carolina`
##
## $`school_stateNorth Dakota`
##
## $school_stateOhio
##
## $school_statePennsylvania
##
## $`school_stateRhode Island`
##
## $`school_stateSouth Carolina`
##
## $`school_stateSouth Dakota`
##
## $school_stateTennessee
##
## $school_stateTexas
##
## $school_stateUtah
##
## $school_stateVermont
##
## $school_stateVirginia
##
## $school_stateWashington
##
## $school_stateWisconsin
## Showing tags by Division
East North Central is missing. Not sure what is going on, tried to tweak but no luck so far.
Showing tags by Region
*Midwest region is missing. Not sure what is going on. The trends of endorsing tag is below one.
